GB2596438A - Computer model machine learning based on correlations of training data with performance trends - Google Patents

Computer model machine learning based on correlations of training data with performance trends Download PDF

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Publication number
GB2596438A
GB2596438A GB2112847.5A GB202112847A GB2596438A GB 2596438 A GB2596438 A GB 2596438A GB 202112847 A GB202112847 A GB 202112847A GB 2596438 A GB2596438 A GB 2596438A
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computer implemented
training
implemented model
model
computer
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GB202112847D0 (en
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Chen Hanqing
Kelgere Ramesh Abhinandan
Routray Ramani
IP Robert
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International Business Machines Corp
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International Business Machines Corp
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    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/90—Details of database functions independent of the retrieved data types
    • G06F16/901—Indexing; Data structures therefor; Storage structures
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
    • G06F17/10—Complex mathematical operations
    • G06F17/15—Correlation function computation including computation of convolution operations
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/214—Generating training patterns; Bootstrap methods, e.g. bagging or boosting
    • G06F18/2148—Generating training patterns; Bootstrap methods, e.g. bagging or boosting characterised by the process organisation or structure, e.g. boosting cascade
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/04—Inference or reasoning models

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • General Physics & Mathematics (AREA)
  • Software Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Mathematical Physics (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Computing Systems (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Databases & Information Systems (AREA)
  • Medical Informatics (AREA)
  • Computational Linguistics (AREA)
  • Computational Mathematics (AREA)
  • Pure & Applied Mathematics (AREA)
  • Mathematical Analysis (AREA)
  • Mathematical Optimization (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • Health & Medical Sciences (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Algebra (AREA)
  • Debugging And Monitoring (AREA)
  • Feedback Control In General (AREA)
GB2112847.5A 2019-03-07 2020-02-28 Computer model machine learning based on correlations of training data with performance trends Withdrawn GB2596438A (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US16/295,062 US11809966B2 (en) 2019-03-07 2019-03-07 Computer model machine learning based on correlations of training data with performance trends
PCT/IB2020/051708 WO2020178687A1 (en) 2019-03-07 2020-02-28 Computer model machine learning based on correlations of training data with performance trends

Publications (2)

Publication Number Publication Date
GB202112847D0 GB202112847D0 (en) 2021-10-27
GB2596438A true GB2596438A (en) 2021-12-29

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GB2112847.5A Withdrawn GB2596438A (en) 2019-03-07 2020-02-28 Computer model machine learning based on correlations of training data with performance trends

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US (2) US11809966B2 (https=)
JP (1) JP7413392B2 (https=)
CN (1) CN113557535A (https=)
DE (1) DE112020000227T5 (https=)
GB (1) GB2596438A (https=)
WO (1) WO2020178687A1 (https=)

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US11562178B2 (en) * 2019-04-29 2023-01-24 Oracle International Corporation Adaptive sampling for imbalance mitigation and dataset size reduction in machine learning
US11573833B2 (en) * 2019-07-31 2023-02-07 EMC IP Holding Company LLC Allocating cores to threads running on one or more processors of a storage system
US20210233166A1 (en) * 2020-01-28 2021-07-29 David B. Coulter System and Method Of Lender, Borrower, and Employee Driven Enrollment
US11494703B2 (en) * 2020-02-26 2022-11-08 Opendoor Labs Inc. Machine learning model registry
US11568279B2 (en) * 2020-06-09 2023-01-31 Sap Se Anomaly detection for automated information technology processes
US20220139571A1 (en) 2020-11-03 2022-05-05 Nuance Communications, Inc. Communication System and Method
KR102493655B1 (ko) * 2020-12-01 2023-02-07 가천대학교 산학협력단 인공지능 모델 훈련 데이터셋의 관리방법
WO2022140433A1 (en) * 2020-12-22 2022-06-30 Nuance Communications, Inc. Ai platform system and method
US12423614B2 (en) 2021-05-31 2025-09-23 International Business Machines Corporation Faithful and efficient sample-based model explanations
KR20230027887A (ko) * 2021-08-20 2023-02-28 삼성전자주식회사 트렌드를 이용한 뉴럴 네트워크 학습 방법 및 장치
US12236384B1 (en) 2022-06-27 2025-02-25 Wells Fargo Bank, N.A. Model automation
US20250086449A1 (en) * 2023-09-12 2025-03-13 Bo Deng Gradient descent tunneling for error-free training

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US20020169652A1 (en) * 2001-04-19 2002-11-14 International Business Mahines Corporation Method and system for sample data selection to test and train predictive algorithms of customer behavior
CN104598981A (zh) * 2013-10-31 2015-05-06 国际商业机器公司 生成装置、生成方法和程序
CN106663037A (zh) * 2014-06-30 2017-05-10 亚马逊科技公司 特征处理权衡管理
US20180300792A1 (en) * 2017-04-17 2018-10-18 International Business Machines Corporation Interpretable rule generation using loss-preserving transformation
US20180373979A1 (en) * 2017-06-22 2018-12-27 Adobe Systems Incorporated Image captioning utilizing semantic text modeling and adversarial learning
CN109189767A (zh) * 2018-08-01 2019-01-11 北京三快在线科技有限公司 数据处理方法、装置、电子设备及存储介质

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JP6703264B2 (ja) 2016-06-22 2020-06-03 富士通株式会社 機械学習管理プログラム、機械学習管理方法および機械学習管理装置
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US20020169652A1 (en) * 2001-04-19 2002-11-14 International Business Mahines Corporation Method and system for sample data selection to test and train predictive algorithms of customer behavior
CN104598981A (zh) * 2013-10-31 2015-05-06 国际商业机器公司 生成装置、生成方法和程序
CN106663037A (zh) * 2014-06-30 2017-05-10 亚马逊科技公司 特征处理权衡管理
US20180300792A1 (en) * 2017-04-17 2018-10-18 International Business Machines Corporation Interpretable rule generation using loss-preserving transformation
US20180373979A1 (en) * 2017-06-22 2018-12-27 Adobe Systems Incorporated Image captioning utilizing semantic text modeling and adversarial learning
CN109189767A (zh) * 2018-08-01 2019-01-11 北京三快在线科技有限公司 数据处理方法、装置、电子设备及存储介质

Also Published As

Publication number Publication date
WO2020178687A1 (en) 2020-09-10
JP7413392B2 (ja) 2024-01-15
US20240020579A1 (en) 2024-01-18
US11809966B2 (en) 2023-11-07
DE112020000227T5 (de) 2021-09-02
CN113557535A (zh) 2021-10-26
JP2022522641A (ja) 2022-04-20
GB202112847D0 (en) 2021-10-27
US20200285899A1 (en) 2020-09-10

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